Fractional PLG Leadership
Expert guidance to build and scale product-led growth strategies from the ground up.
Learn more about fractional plg leadership
PLG Strategy for the AI-Native Era
Product-led growth consulting and AI prototyping for SaaS and FinTech teams that need to move faster than a traditional agency can. Strategy, experimentation, and working prototypes — from someone who has run growth at scale.
From someone who ran growth experimentation across $2B+ in annual mortgage origination volume.
Start with the PLG flywheel, the metrics that predict growth, or the PLG software stack. Need something built? AI prototyping turns a concept into a working product in days.
Scale with proven PLG strategies
Product-led growth puts your product at the center of customer acquisition, conversion, and expansion. Our battle-tested frameworks help SaaS companies reduce CAC, improve retention, and drive sustainable growth.
Growth Experimentation
Optimize conversion with A/B testing, multivariate experiments, and data-driven iteration.
Learn more about growth experimentationStrategic Playbooks
Implement proven PLG frameworks for onboarding, activation, and feature adoption.
Learn more about strategic playbooksPersonalization Strategies
Deliver tailored user experiences that drive engagement and retention.
Learn more about personalization strategiesData-Driven Growth
Move beyond gut-feel decisions with analytics and actionable insights.
Learn more about data-driven growthPLG Metrics & KPIs
Define and track the metrics that matter for sustainable product-led growth.
Learn more about plg metrics & kpisReady to implement product-led growth in your organization?
View all PLG servicesLatest from the Playbook
Testing
A/B Testing for PLG Teams: The Experimentation Playbook
How product-led growth teams should structure their A/B testing program — what to test, in what order, and the metrics that actually predict revenue impact.
ReadVibe Coding
Vibe Coding for Growth: Ship a PLG Feature in a Day
How growth and product teams are using AI-assisted coding to prototype, test, and ship activation features without waiting in the engineering queue.
ReadPLG Strategy
Agentic PLG: Product-Led Growth When the User is an AI
What happens to self-serve onboarding, activation, and viral loops when the end user is an AI agent rather than a human? The PLG playbook for the agentic era.
ReadWhy this site
Not an agency
This is one practitioner who has run growth at scale in FinTech. No account managers, no juniors on your work.
Experimentation background
Adobe Target, multivariate testing, A/B at volume. The frameworks here come from real programs, not textbooks.
FinTech-specific
Most PLG playbooks were written for B2B SaaS. Mortgage and lending funnels are different. Compliance constraints, trust barriers, longer consideration cycles — this is what we actually work on.
From idea to prototype with AI
Vibe coding revolutionizes how software gets built. Describe what you want in natural language, iterate through conversation, and ship functional products in days instead of months. No coding experience required.
Vibe Coding
Build software through natural conversation with AI. Describe what you want, refine as you go.
ExploreAI-Powered Prototyping
Go from idea to working prototype in days with AI-assisted development.
ExploreZero-to-One Development
Take your idea from concept to launched product with AI-accelerated development.
ExploreAI Integration
Add AI capabilities to your existing products and workflows.
ExploreWhat is vibe coding?
Vibe coding is a new paradigm where you build software by describing your vision to an AI assistant. Instead of writing code line by line, you communicate intent and iterate through natural conversation.
Perfect for founders validating ideas, teams building MVPs, and anyone who wants to bring their digital product vision to life—fast.
1
Describe your idea
Use plain language to explain what you want to build
2
AI generates code
Watch as working functionality appears in real-time
3
Iterate & ship
Refine through conversation and deploy to users
Ready to build your next product with AI?
Explore AI servicesFree Playbook
The Product-Led Growth Playbook
Learn how top SaaS companies use PLG to scale to $100M ARR and beyond. This playbook distills years of research into actionable strategies.
- Step-by-step PLG implementation guide
- Real case studies from $100M+ ARR companies
- Onboarding optimization frameworks
- Pricing strategy templates
PLG Playbook
2025 Edition
Frequently Asked Questions
Your PLG Questions Answered
Explore common inquiries about our AI-driven PLG strategies and how they can transform your business growth.
What is Product-Led Growth?
PLG is a go-to-market strategy where the product itself drives acquisition, activation, and expansion — rather than relying primarily on sales or marketing. In a PLG model, users experience value before paying, and that experience drives conversion. Slack, Dropbox, and Figma are the canonical examples. In FinTech, PLG looks different — the “product” is often a calculator, rate tool, or pre-qualification flow, and activation means completing an application, not adopting a feature.
How does AI enhance PLG?
AI accelerates three things in a PLG motion: personalization at activation (serving the right onboarding path to the right user segment), experiment velocity (generating hypotheses and analyzing results faster), and prototyping (validating activation flows before committing engineering resources). The biggest near-term impact is AI-assisted experimentation — hypothesis generation and result interpretation that used to require a data scientist.
Who benefits from PLG strategies?
B2B SaaS teams with self-serve components, FinTech companies with high-intent acquisition funnels, and any product where users can experience value before paying. PLG is harder — but still possible — in enterprise sales cycles and regulated environments. The approach just looks different.
What services do you offer?
PLG strategy, growth experimentation programs, activation design, AI prototyping and vibe coding for MVPs, and fractional PLG leadership for teams that need senior expertise without a full-time hire.